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Related papers: Assessing the Safety and Reliability of Autonomous…

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Autonomous vehicles (AVs) promise efficient, clean and cost-effective transportation systems, but their reliance on sensors, wireless communications, and decision-making systems makes them vulnerable to cyberattacks and physical threats.…

Cryptography and Security · Computer Science 2026-04-15 Chieh Tsai , Murad Mehrab Abrar , Salim Hariri

This study compares the safety of autonomous- and human drivers. It finds that the Waymo One autonomous service is significantly safer towards other road users than human drivers are, as measured via collision causation. The result is…

Robotics · Computer Science 2023-09-06 Luigi Di Lillo , Tilia Gode , Xilin Zhou , Margherita Atzei , Ruoshu Chen , Trent Victor

The Responsibility-Sensitive Safety (RSS) model offers provable safety for vehicle behaviors such as minimum safe following distance. However, handling worst-case variability and uncertainty may significantly lower vehicle permissiveness,…

Robotics · Computer Science 2019-11-05 Philip Koopman , Beth Osyk , Jack Weast

Ensuring the safety and reliability of Automated Driving Systems (ADS) remains a critical challenge, as traditional verification methods such as large-scale on-road testing are prohibitively costly and time-consuming.To address…

Software Engineering · Computer Science 2025-12-18 Ji Zhou , Yongqi Zhao , Yixian Hu , Hexuan Li , Zhengguo Gu , Nan Xu , Arno Eichberger

Autonomous Vehicle (AV) technology is advancing rapidly, promising a significant shift in road transportation safety and potentially resolving various complex transportation issues. With the increasing deployment of AVs by various…

Multiagent Systems · Computer Science 2023-12-11 Ahmed Abdelrahman

Autonomous systems have gained an important role in many industry domains and are beginning to change everyday life. However, due to dynamically emerging applications and often proprietary constraints, there is a lack of information about…

Software Engineering · Computer Science 2025-06-06 Katerina Goseva-Popstojanova , Denny Hood , Johann Schumann , Noble Nkwocha

Proving ground has been a critical component in testing and validation for Connected and Automated Vehicles (CAV). Although quite a few world-class testing facilities have been under construction over the years, the evaluation of proving…

Robotics · Computer Science 2021-12-14 Rui Chen , Mansur Arief , Weiyang Zhang , Ding Zhao

Extensive research has already been conducted in the autonomous driving field to help vehicles navigate safely and efficiently. At the same time, plenty of current research on vulnerable road user (VRU) safety is performed which largely…

Robotics · Computer Science 2025-09-03 Haochong Chen , Xincheng Cao , Bilin Aksun-Guvenc , Levent Guvenc

Decision-making and motion planning constitute critical components for ensuring the safety and efficiency of autonomous vehicles (AVs). Existing methodologies typically adopt two paradigms: decision then planning or generation then scoring.…

Robotics · Computer Science 2025-04-01 Ruoyu Yao , Yubin Wang , Haichao Liu , Rui Yang , Zengqi Peng , Lei Zhu , Jun Ma

Vision-Language Models (VLMs) show great promise for autonomous driving, but their suitability for safety-critical scenarios is largely unexplored, raising safety concerns. This issue arises from the lack of comprehensive benchmarks that…

For an autonomous vehicle to operate reliably within real-world traffic scenarios, it is imperative to assess the repercussions of its prospective actions by anticipating the uncertain intentions exhibited by other participants in the…

Robotics · Computer Science 2024-06-21 Khaled A. Mustafa , Daniel Jarne Ornia , Jens Kober , Javier Alonso-Mora

Traffic simulation plays a crucial role in evaluating and improving autonomous driving planning systems. After being deployed on public roads, autonomous vehicles need to interact with human road participants with different social…

Robotics · Computer Science 2023-03-27 Wei-Jer Chang , Chen Tang , Chenran Li , Yeping Hu , Masayoshi Tomizuka , Wei Zhan

Autonomous vehicles (AVs) must navigate dynamic urban environments where occlusions and perception limitations introduce significant uncertainties. This research builds upon and extends existing approaches in risk-aware motion planning and…

Robotics · Computer Science 2025-08-19 Korbinian Moller , Luis Schwarzmeier , Johannes Betz

Autonomous vehicles (AVs) are poised to revolutionize global transportation systems. However, its widespread acceptance and market penetration remain significantly below expectations. This gap is primarily driven by persistent challenges in…

Robotics · Computer Science 2026-02-10 Yuxin Zhang , Cheng Wang , Hubert P. H. Shum

Automated vehicles (AVs) must be evaluated thoroughly before their release and deployment. A widely-used evaluation approach is the Naturalistic-Field Operational Test (N-FOT), which tests prototype vehicles directly on the public roads.…

Robotics · Computer Science 2016-11-18 Ding Zhao , Henry Lam , Huei Peng , Shan Bao , David J. LeBlanc , Kazutoshi Nobukawa , Christopher S. Pan

Autonomous driving has seen significant progress, driven by extensive real-world data. However, in long-tail scenarios, accurately predicting the safety of the ego vehicle's future motion remains a major challenge due to uncertainties in…

Computer Vision and Pattern Recognition · Computer Science 2025-07-15 Zhiyi Hou , Enhui Ma , Fang Li , Zhiyi Lai , Kalok Ho , Zhanqian Wu , Lijun Zhou , Long Chen , Chitian Sun , Haiyang Sun , Bing Wang , Guang Chen , Hangjun Ye , Kaicheng Yu

This paper characterizes safe following distances for on-road driving when vehicles can avoid collisions by either braking or by swerving into an adjacent lane. In particular, we focus on safety as defined in the Responsibility-Sensitive…

Robotics · Computer Science 2020-01-31 Ryan De Iaco , Stephen L. Smith , Krzysztof Czarnecki

To operate safely, an automated vehicle (AV) must anticipate how the environment around it will evolve. For that purpose, it is important to know which prediction models are most appropriate for every situation. Currently, assessment of…

Artificial Intelligence · Computer Science 2022-10-14 Manuel Muñoz Sánchez , Jos Elfring , Emilia Silvas , René van de Molengraft

With safety being one of the primary motivations for developing automated vehicles (AVs), extensive field and simulation tests are being carried out to ensure AVs can operate safely on roadways. Since 2014, the California DMV has been…

Applications · Statistics 2021-02-15 Yu Song , Madhav V. Chitturi , David A. Noyce

Ensuring the safety of autonomous vehicles (AVs) is the key requisite for their acceptance in society. This complexity is the core challenge in formally proving their safety conditions with AI-based black-box controllers and surrounding…

Software Engineering · Computer Science 2024-01-11 Tsutomu Kobayashi , Martin Bondu , Fuyuki Ishikawa